VideoGamesSales

Dataset statistics

Number of variables	16
Number of observations	13373
Missing cells	39355
Missing cells (%)	18.4%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	5.9 MiB
Average record size in memory	466.4 B

Variable types

Text	3
Categorical	3
Numeric	10

Alerts

`Year_of_Release` has 216 (1.6%) missing values	Missing
`Critic_Score` has 6874 (51.4%) missing values	Missing
`Critic_Count` has 6874 (51.4%) missing values	Missing
`User_Score` has 7310 (54.7%) missing values	Missing
`User_Count` has 7310 (54.7%) missing values	Missing
`Developer` has 5304 (39.7%) missing values	Missing
`Rating` has 5422 (40.5%) missing values	Missing
`Other_Sales` is highly skewed (γ1 = 20.06304498)	Skewed
`NA_Sales` has 3636 (27.2%) zeros	Zeros
`EU_Sales` has 4704 (35.2%) zeros	Zeros
`JP_Sales` has 8391 (62.7%) zeros	Zeros
`Other_Sales` has 5303 (39.7%) zeros	Zeros

Reproduction

Analysis started	2024-06-24 13:07:03.502756
Analysis finished	2024-06-24 13:07:07.842638
Duration	4.34 seconds
Software version	ydata-profiling vv4.7.0
Download configuration	config.json

Name
Text

Distinct	9754
Distinct (%)	72.9%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

Length

Max length	132
Median length	85
Mean length	23.966574
Min length	1

Characters and Unicode

Total characters	320505
Distinct characters	95
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	7590 ?
Unique (%)	56.8%

Sample

1st row	World Series of Poker 2008: Battle for the Bracelets
2nd row	Germany's Next Topmodel 2011
3rd row	Assassin's Creed: Unity
4th row	Tetris Attack
5th row	Men of War

Value	Count	Frequency (%)
the	2196	4.1%
of	1385	2.6%
2	948	1.8%
no	611	1.2%
	602	1.1%
3	432	0.8%
world	317	0.6%
pro	254	0.5%
game	247	0.5%
ii	247	0.5%
Other values (8448)	45738	86.3%

Most occurring characters

Value	Count	Frequency (%)
	39629	12.4%
e	25839	8.1%
a	21504	6.7%
o	19393	6.1%
r	16980	5.3%
i	16770	5.2%
n	16471	5.1%
t	13826	4.3%
s	12519	3.9%
l	9916	3.1%
Other values (85)	127658	39.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	320505	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	39629	12.4%
e	25839	8.1%
a	21504	6.7%
o	19393	6.1%
r	16980	5.3%
i	16770	5.2%
n	16471	5.1%
t	13826	4.3%
s	12519	3.9%
l	9916	3.1%
Other values (85)	127658	39.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	320505	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	39629	12.4%
e	25839	8.1%
a	21504	6.7%
o	19393	6.1%
r	16980	5.3%
i	16770	5.2%
n	16471	5.1%
t	13826	4.3%
s	12519	3.9%
l	9916	3.1%
Other values (85)	127658	39.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	320505	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	39629	12.4%
e	25839	8.1%
a	21504	6.7%
o	19393	6.1%
r	16980	5.3%
i	16770	5.2%
n	16471	5.1%
t	13826	4.3%
s	12519	3.9%
l	9916	3.1%
Other values (85)	127658	39.8%

Platform
Categorical

Distinct	30
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	885.1 KiB

PS2	1745
DS	1705
PS3	1085
Wii	1053
X360	1006
Other values (25)	6779

Length

Max length	4
Median length	3
Mean length	2.7720033
Min length	2

Characters and Unicode

Total characters	37070
Distinct characters	25
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	PS3
2nd row	DS
3rd row	PC
4th row	SNES
5th row	PC

Common Values

Value	Count	Frequency (%)
PS2	1745	13.0%
DS	1705	12.7%
PS3	1085	8.1%
Wii	1053	7.9%
X360	1006	7.5%
PSP	971	7.3%
PS	946	7.1%
PC	770	5.8%
XB	661	4.9%
GBA	658	4.9%
Other values (20)	2773	20.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
ps2	1745	13.0%
ds	1705	12.7%
ps3	1085	8.1%
wii	1053	7.9%
x360	1006	7.5%
psp	971	7.3%
ps	946	7.1%
pc	770	5.8%
xb	661	4.9%
gba	658	4.9%
Other values (20)	2773	20.7%

Most occurring characters

Value	Count	Frequency (%)
S	8140	22.0%
P	7169	19.3%
3	2506	6.8%
i	2346	6.3%
D	2168	5.8%
X	1856	5.0%
2	1850	5.0%
B	1396	3.8%
6	1373	3.7%
C	1251	3.4%
Other values (15)	7015	18.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	37070	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
S	8140	22.0%
P	7169	19.3%
3	2506	6.8%
i	2346	6.3%
D	2168	5.8%
X	1856	5.0%
2	1850	5.0%
B	1396	3.8%
6	1373	3.7%
C	1251	3.4%
Other values (15)	7015	18.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	37070	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
S	8140	22.0%
P	7169	19.3%
3	2506	6.8%
i	2346	6.3%
D	2168	5.8%
X	1856	5.0%
2	1850	5.0%
B	1396	3.8%
6	1373	3.7%
C	1251	3.4%
Other values (15)	7015	18.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	37070	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
S	8140	22.0%
P	7169	19.3%
3	2506	6.8%
i	2346	6.3%
D	2168	5.8%
X	1856	5.0%
2	1850	5.0%
B	1396	3.8%
6	1373	3.7%
C	1251	3.4%
Other values (15)	7015	18.9%

Year_of_Release
Real number (ℝ)

MISSING

Distinct	39
Distinct (%)	0.3%
Missing	216
Missing (%)	1.6%
Infinite	0
Infinite (%)	0.0%
Mean	2006.5074

Minimum	1980
Maximum	2020
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	209.0 KiB

Quantile statistics

Minimum	1980
5-th percentile	1996
Q1	2003
median	2007
Q3	2010
95-th percentile	2015
Maximum	2020
Range	40
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	5.8802309
Coefficient of variation (CV)	0.0029305802
Kurtosis	1.7594068
Mean	2006.5074
Median Absolute Deviation (MAD)	4
Skewness	-0.9716569
Sum	26399618
Variance	34.577115
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
2009	1119	8.4%
2008	1113	8.3%
2010	1018	7.6%
2011	940	7.0%
2007	938	7.0%
2006	805	6.0%
2005	757	5.7%
2002	653	4.9%
2003	630	4.7%
2004	615	4.6%
Other values (29)	4569	34.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1980	6	< 0.1%
1981	39	0.3%
1982	26	0.2%
1983	15	0.1%
1984	11	0.1%
1985	12	0.1%
1986	17	0.1%
1987	10	0.1%
1988	14	0.1%
1989	15	0.1%

Value	Count	Frequency (%)
2020	1	< 0.1%
2017	3	< 0.1%
2016	406	3.0%
2015	479	3.6%
2014	469	3.5%
2013	435	3.3%
2012	537	4.0%
2011	940	7.0%
2010	1018	7.6%
2009	1119	8.4%

Genre
Categorical

Distinct	12
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	942.1 KiB

Action	2696
Sports	1878
Misc	1400
Role-Playing	1200
Shooter	1058
Other values (7)	5141

Length

Max length	12
Median length	10
Mean length	7.1406565
Min length	4

Characters and Unicode

Total characters	95492
Distinct characters	27
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Misc
2nd row	Simulation
3rd row	Action
4th row	Puzzle
5th row	Strategy

Common Values

Value	Count	Frequency (%)
Action	2696	20.2%
Sports	1878	14.0%
Misc	1400	10.5%
Role-Playing	1200	9.0%
Shooter	1058	7.9%
Adventure	1042	7.8%
Racing	999	7.5%
Platform	711	5.3%
Simulation	699	5.2%
Fighting	679	5.1%
Other values (2)	1011	7.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
action	2696	20.2%
sports	1878	14.0%
misc	1400	10.5%
role-playing	1200	9.0%
shooter	1058	7.9%
adventure	1042	7.8%
racing	999	7.5%
platform	711	5.3%
simulation	699	5.2%
fighting	679	5.1%
Other values (2)	1011	7.6%

Most occurring characters

Value	Count	Frequency (%)
t	9857	10.3%
o	9300	9.7%
i	9051	9.5%
n	7315	7.7%
e	5353	5.6%
r	5236	5.5%
c	5095	5.3%
l	4274	4.5%
S	4182	4.4%
a	4156	4.4%
Other values (17)	31673	33.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	95492	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
t	9857	10.3%
o	9300	9.7%
i	9051	9.5%
n	7315	7.7%
e	5353	5.6%
r	5236	5.5%
c	5095	5.3%
l	4274	4.5%
S	4182	4.4%
a	4156	4.4%
Other values (17)	31673	33.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	95492	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
t	9857	10.3%
o	9300	9.7%
i	9051	9.5%
n	7315	7.7%
e	5353	5.6%
r	5236	5.5%
c	5095	5.3%
l	4274	4.5%
S	4182	4.4%
a	4156	4.4%
Other values (17)	31673	33.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	95492	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
t	9857	10.3%
o	9300	9.7%
i	9051	9.5%
n	7315	7.7%
e	5353	5.6%
r	5236	5.5%
c	5095	5.3%
l	4274	4.5%
S	4182	4.4%
a	4156	4.4%
Other values (17)	31673	33.2%

Publisher
Text

Distinct	548
Distinct (%)	4.1%
Missing	45
Missing (%)	0.3%
Memory size	1.0 MiB

Length

Max length	38
Median length	28
Mean length	13.606993
Min length	3

Characters and Unicode

Total characters	181354
Distinct characters	69
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	182 ?
Unique (%)	1.4%

Sample

1st row	Activision
2nd row	7G//AMES
3rd row	Ubisoft
4th row	Nintendo
5th row	505 Games

Value	Count	Frequency (%)
entertainment	1987	8.2%
games	1600	6.6%
interactive	1298	5.3%
arts	1078	4.4%
electronic	1077	4.4%
activision	802	3.3%
namco	764	3.1%
bandai	764	3.1%
ubisoft	758	3.1%
digital	745	3.1%
Other values (613)	13440	55.3%

Most occurring characters

Value	Count	Frequency (%)
t	17118	9.4%
e	15973	8.8%
i	15459	8.5%
n	15053	8.3%
a	13711	7.6%
o	11222	6.2%
	10985	6.1%
r	9612	5.3%
s	7374	4.1%
m	7304	4.0%
Other values (59)	57543	31.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	181354	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
t	17118	9.4%
e	15973	8.8%
i	15459	8.5%
n	15053	8.3%
a	13711	7.6%
o	11222	6.2%
	10985	6.1%
r	9612	5.3%
s	7374	4.1%
m	7304	4.0%
Other values (59)	57543	31.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	181354	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
t	17118	9.4%
e	15973	8.8%
i	15459	8.5%
n	15053	8.3%
a	13711	7.6%
o	11222	6.2%
	10985	6.1%
r	9612	5.3%
s	7374	4.1%
m	7304	4.0%
Other values (59)	57543	31.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	181354	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
t	17118	9.4%
e	15973	8.8%
i	15459	8.5%
n	15053	8.3%
a	13711	7.6%
o	11222	6.2%
	10985	6.1%
r	9612	5.3%
s	7374	4.1%
m	7304	4.0%
Other values (59)	57543	31.7%

NA_Sales
Real number (ℝ)

ZEROS

Distinct	375
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.26551484

Minimum	0
Maximum	41.36
Zeros	3636
Zeros (%)	27.2%
Negative	0
Negative (%)	0.0%
Memory size	209.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.08
Q3	0.24
95-th percentile	1.06
Maximum	41.36
Range	41.36
Interquartile range (IQR)	0.24

Descriptive statistics

Standard deviation	0.84922944
Coefficient of variation (CV)	3.1984255
Kurtosis	668.55795
Mean	0.26551484
Median Absolute Deviation (MAD)	0.08
Skewness	19.506166
Sum	3550.73
Variance	0.72119064
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3636	27.2%
0.03	459	3.4%
0.02	452	3.4%
0.01	433	3.2%
0.04	431	3.2%
0.05	425	3.2%
0.06	403	3.0%
0.07	385	2.9%
0.08	365	2.7%
0.09	345	2.6%
Other values (365)	6039	45.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3636	27.2%
0.01	433	3.2%
0.02	452	3.4%
0.03	459	3.4%
0.04	431	3.2%
0.05	425	3.2%
0.06	403	3.0%
0.07	385	2.9%
0.08	365	2.7%
0.09	345	2.6%

Value	Count	Frequency (%)
41.36	1	< 0.1%
29.08	1	< 0.1%
26.93	1	< 0.1%
23.2	1	< 0.1%
15.68	1	< 0.1%
15	1	< 0.1%
14.44	1	< 0.1%
13.96	1	< 0.1%
11.28	1	< 0.1%
11.27	1	< 0.1%

EU_Sales
Real number (ℝ)

ZEROS

Distinct	284
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.14706349

Minimum	0
Maximum	28.96
Zeros	4704
Zeros (%)	35.2%
Negative	0
Negative (%)	0.0%
Memory size	209.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.02
Q3	0.11
95-th percentile	0.63
Maximum	28.96
Range	28.96
Interquartile range (IQR)	0.11

Descriptive statistics

Standard deviation	0.52376058
Coefficient of variation (CV)	3.561459
Kurtosis	787.42954
Mean	0.14706349
Median Absolute Deviation (MAD)	0.02
Skewness	19.641648
Sum	1966.68
Variance	0.27432514
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4704	35.2%
0.01	1187	8.9%
0.02	1061	7.9%
0.03	741	5.5%
0.04	562	4.2%
0.05	460	3.4%
0.06	315	2.4%
0.07	284	2.1%
0.08	257	1.9%
0.09	221	1.7%
Other values (274)	3581	26.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4704	35.2%
0.01	1187	8.9%
0.02	1061	7.9%
0.03	741	5.5%
0.04	562	4.2%
0.05	460	3.4%
0.06	315	2.4%
0.07	284	2.1%
0.08	257	1.9%
0.09	221	1.7%

Value	Count	Frequency (%)
28.96	1	< 0.1%
12.76	1	< 0.1%
10.95	1	< 0.1%
9.2	1	< 0.1%
9.18	1	< 0.1%
9.14	1	< 0.1%
9.09	1	< 0.1%
8.89	1	< 0.1%
8.49	1	< 0.1%
8.03	1	< 0.1%

JP_Sales
Real number (ℝ)

ZEROS

Distinct	219
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.076706797

Minimum	0
Maximum	10.22
Zeros	8391
Zeros (%)	62.7%
Negative	0
Negative (%)	0.0%
Memory size	209.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.04
95-th percentile	0.36
Maximum	10.22
Range	10.22
Interquartile range (IQR)	0.04

Descriptive statistics

Standard deviation	0.30777663
Coefficient of variation (CV)	4.0123776
Kurtosis	223.57664
Mean	0.076706797
Median Absolute Deviation (MAD)	0
Skewness	12.021363
Sum	1025.8
Variance	0.094726456
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8391	62.7%
0.02	583	4.4%
0.01	558	4.2%
0.03	437	3.3%
0.04	324	2.4%
0.05	256	1.9%
0.06	247	1.8%
0.07	182	1.4%
0.08	175	1.3%
0.1	124	0.9%
Other values (209)	2096	15.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8391	62.7%
0.01	558	4.2%
0.02	583	4.4%
0.03	437	3.3%
0.04	324	2.4%
0.05	256	1.9%
0.06	247	1.8%
0.07	182	1.4%
0.08	175	1.3%
0.09	121	0.9%

Value	Count	Frequency (%)
10.22	1	< 0.1%
7.2	1	< 0.1%
6.81	1	< 0.1%
6.5	1	< 0.1%
6.04	1	< 0.1%
5.65	1	< 0.1%
5.38	1	< 0.1%
5.33	1	< 0.1%
4.87	1	< 0.1%
4.7	1	< 0.1%

Other_Sales
Real number (ℝ)

SKEWED ZEROS

Distinct	139
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.047124056

Minimum	0
Maximum	8.45
Zeros	5303
Zeros (%)	39.7%
Negative	0
Negative (%)	0.0%
Memory size	209.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.01
Q3	0.03
95-th percentile	0.2
Maximum	8.45
Range	8.45
Interquartile range (IQR)	0.03

Descriptive statistics

Standard deviation	0.17452221
Coefficient of variation (CV)	3.7034632
Kurtosis	728.22213
Mean	0.047124056
Median Absolute Deviation (MAD)	0.01
Skewness	20.063045
Sum	630.19
Variance	0.030458001
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5303	39.7%
0.01	2774	20.7%
0.02	1274	9.5%
0.03	731	5.5%
0.04	525	3.9%
0.05	373	2.8%
0.06	305	2.3%
0.07	279	2.1%
0.08	198	1.5%
0.09	148	1.1%
Other values (129)	1463	10.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5303	39.7%
0.01	2774	20.7%
0.02	1274	9.5%
0.03	731	5.5%
0.04	525	3.9%
0.05	373	2.8%
0.06	305	2.3%
0.07	279	2.1%
0.08	198	1.5%
0.09	148	1.1%

Value	Count	Frequency (%)
8.45	1	< 0.1%
7.53	1	< 0.1%
3.96	1	< 0.1%
3.29	1	< 0.1%
2.93	1	< 0.1%
2.88	1	< 0.1%
2.84	1	< 0.1%
2.74	1	< 0.1%
2.46	1	< 0.1%
2.38	1	< 0.1%

Global_Sales
Real number (ℝ)

Distinct	576
Distinct (%)	4.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5366567

Minimum	0.01
Maximum	82.53
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	209.0 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.02
Q1	0.06
median	0.17
Q3	0.47
95-th percentile	2.044
Maximum	82.53
Range	82.52
Interquartile range (IQR)	0.41

Descriptive statistics

Standard deviation	1.6022149
Coefficient of variation (CV)	2.985549
Kurtosis	639.11477
Mean	0.5366567
Median Absolute Deviation (MAD)	0.14
Skewness	18.202614
Sum	7176.71
Variance	2.5670924
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.02	860	6.4%
0.03	715	5.3%
0.01	514	3.8%
0.04	513	3.8%
0.05	495	3.7%
0.06	472	3.5%
0.07	405	3.0%
0.08	393	2.9%
0.11	353	2.6%
0.09	350	2.6%
Other values (566)	8303	62.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01	514	3.8%
0.02	860	6.4%
0.03	715	5.3%
0.04	513	3.8%
0.05	495	3.7%
0.06	472	3.5%
0.07	405	3.0%
0.08	393	2.9%
0.09	350	2.6%
0.1	331	2.5%

Value	Count	Frequency (%)
82.53	1	< 0.1%
40.24	1	< 0.1%
35.52	1	< 0.1%
31.37	1	< 0.1%
30.26	1	< 0.1%
29.8	1	< 0.1%
28.92	1	< 0.1%
28.32	1	< 0.1%
28.31	1	< 0.1%
24.67	1	< 0.1%

Critic_Score
Real number (ℝ)

MISSING

Distinct	82
Distinct (%)	1.3%
Missing	6874
Missing (%)	51.4%
Infinite	0
Infinite (%)	0.0%
Mean	68.962148

Minimum	13
Maximum	98
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	209.0 KiB

Quantile statistics

Minimum	13
5-th percentile	43
Q1	60
median	71
Q3	79
95-th percentile	89
Maximum	98
Range	85
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	13.960276
Coefficient of variation (CV)	0.20243389
Kurtosis	0.17494308
Mean	68.962148
Median Absolute Deviation (MAD)	9
Skewness	-0.62591982
Sum	448185
Variance	194.8893
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
70	207	1.5%
71	198	1.5%
75	196	1.5%
73	191	1.4%
76	189	1.4%
77	188	1.4%
80	187	1.4%
78	187	1.4%
72	184	1.4%
79	180	1.3%
Other values (72)	4592	34.3%
(Missing)	6874	51.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13	1	< 0.1%
17	1	< 0.1%
19	5	< 0.1%
20	3	< 0.1%
21	1	< 0.1%
22	1	< 0.1%
23	3	< 0.1%
24	4	< 0.1%
25	6	< 0.1%
26	8	0.1%

Value	Count	Frequency (%)
98	4	< 0.1%
97	10	0.1%
96	15	0.1%
95	11	0.1%
94	31	0.2%
93	35	0.3%
92	42	0.3%
91	50	0.4%
90	63	0.5%
89	87	0.7%

Critic_Count
Real number (ℝ)

MISSING

Distinct	105
Distinct (%)	1.6%
Missing	6874
Missing (%)	51.4%
Infinite	0
Infinite (%)	0.0%
Mean	26.417757

Minimum	3
Maximum	113
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	209.0 KiB

Quantile statistics

Minimum	3
5-th percentile	5
Q1	11
median	21
Q3	36
95-th percentile	65.1
Maximum	113
Range	110
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	19.122553
Coefficient of variation (CV)	0.72385226
Kurtosis	0.99765562
Mean	26.417757
Median Absolute Deviation (MAD)	11
Skewness	1.1507173
Sum	171689
Variance	365.67202
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	246	1.8%
5	221	1.7%
9	206	1.5%
11	205	1.5%
8	201	1.5%
7	200	1.5%
17	195	1.5%
6	186	1.4%
12	178	1.3%
16	174	1.3%
Other values (95)	4487	33.6%
(Missing)	6874	51.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	1	< 0.1%
4	246	1.8%
5	221	1.7%
6	186	1.4%
7	200	1.5%
8	201	1.5%
9	206	1.5%
10	162	1.2%
11	205	1.5%
12	178	1.3%

Value	Count	Frequency (%)
113	1	< 0.1%
107	1	< 0.1%
106	1	< 0.1%
105	1	< 0.1%
104	1	< 0.1%
103	1	< 0.1%
102	1	< 0.1%
101	1	< 0.1%
100	3	< 0.1%
99	1	< 0.1%

User_Score
Real number (ℝ)

MISSING

Distinct	95
Distinct (%)	1.6%
Missing	7310
Missing (%)	54.7%
Infinite	0
Infinite (%)	0.0%
Mean	7.1214745

Minimum	0
Maximum	9.7
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	209.0 KiB

Quantile statistics

Minimum	0
5-th percentile	4.1
Q1	6.4
median	7.5
Q3	8.2
95-th percentile	8.9
Maximum	9.7
Range	9.7
Interquartile range (IQR)	1.8

Descriptive statistics

Standard deviation	1.505261
Coefficient of variation (CV)	0.21136929
Kurtosis	1.8394894
Mean	7.1214745
Median Absolute Deviation (MAD)	0.8
Skewness	-1.2797237
Sum	43177.5
Variance	2.2658106
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.8	262	2.0%
8.2	234	1.7%
8	232	1.7%
8.5	207	1.5%
7.5	203	1.5%
8.3	197	1.5%
7.9	197	1.5%
8.1	194	1.5%
7.3	191	1.4%
8.4	184	1.4%
Other values (85)	3962	29.6%
(Missing)	7310	54.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.2	2	< 0.1%
0.3	2	< 0.1%
0.5	1	< 0.1%
0.6	2	< 0.1%
0.7	2	< 0.1%
0.9	2	< 0.1%
1	2	< 0.1%
1.1	2	< 0.1%
1.2	3	< 0.1%

Value	Count	Frequency (%)
9.7	1	< 0.1%
9.6	1	< 0.1%
9.5	5	< 0.1%
9.4	10	0.1%
9.3	20	0.1%
9.2	36	0.3%
9.1	72	0.5%
9	91	0.7%
8.9	115	0.9%
8.8	147	1.1%

User_Count
Real number (ℝ)

MISSING

Distinct	798
Distinct (%)	13.2%
Missing	7310
Missing (%)	54.7%
Infinite	0
Infinite (%)	0.0%
Mean	164.98582

Minimum	4
Maximum	10665
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	209.0 KiB

Quantile statistics

Minimum	4
5-th percentile	5
Q1	10
median	24
Q3	82
95-th percentile	767.9
Maximum	10665
Range	10661
Interquartile range (IQR)	72

Descriptive statistics

Standard deviation	576.10243
Coefficient of variation (CV)	3.4918301
Kurtosis	114.6422
Mean	164.98582
Median Absolute Deviation (MAD)	18
Skewness	9.1768042
Sum	1000309
Variance	331894.01
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	277	2.1%
4	273	2.0%
5	257	1.9%
8	232	1.7%
7	222	1.7%
9	185	1.4%
11	148	1.1%
10	144	1.1%
12	134	1.0%
13	134	1.0%
Other values (788)	4057	30.3%
(Missing)	7310	54.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	273	2.0%
5	257	1.9%
6	277	2.1%
7	222	1.7%
8	232	1.7%
9	185	1.4%
10	144	1.1%
11	148	1.1%
12	134	1.0%
13	134	1.0%

Value	Count	Frequency (%)
10665	1	< 0.1%
10179	1	< 0.1%
9851	1	< 0.1%
9629	1	< 0.1%
9073	1	< 0.1%
8713	1	< 0.1%
8003	1	< 0.1%
7512	1	< 0.1%
7322	1	< 0.1%
7064	1	< 0.1%

Developer
Text

MISSING

Distinct	1556
Distinct (%)	19.3%
Missing	5304
Missing (%)	39.7%
Memory size	824.3 KiB

Length

Max length	80
Median length	47
Mean length	13.318875
Min length	2

Characters and Unicode

Total characters	107470
Distinct characters	75
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	633 ?
Unique (%)	7.8%

Sample

1st row	Left Field Productions
2nd row	Ubisoft, Ubisoft Montreal
3rd row	Best Way
4th row	Pyramid
5th row	Atlus

Value	Count	Frequency (%)
games	880	5.6%
studios	623	3.9%
ea	501	3.2%
entertainment	500	3.2%
software	411	2.6%
ubisoft	373	2.4%
interactive	288	1.8%
sports	194	1.2%
inc	150	1.0%
canada	140	0.9%
Other values (1544)	11726	74.3%

Most occurring characters

Value	Count	Frequency (%)
e	8829	8.2%
a	8145	7.6%
	7717	7.2%
t	7530	7.0%
i	7436	6.9%
o	7144	6.6%
n	6154	5.7%
r	5359	5.0%
s	5322	5.0%
m	3485	3.2%
Other values (65)	40349	37.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	107470	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	8829	8.2%
a	8145	7.6%
	7717	7.2%
t	7530	7.0%
i	7436	6.9%
o	7144	6.6%
n	6154	5.7%
r	5359	5.0%
s	5322	5.0%
m	3485	3.2%
Other values (65)	40349	37.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	107470	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	8829	8.2%
a	8145	7.6%
	7717	7.2%
t	7530	7.0%
i	7436	6.9%
o	7144	6.6%
n	6154	5.7%
r	5359	5.0%
s	5322	5.0%
m	3485	3.2%
Other values (65)	40349	37.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	107470	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	8829	8.2%
a	8145	7.6%
	7717	7.2%
t	7530	7.0%
i	7436	6.9%
o	7144	6.6%
n	6154	5.7%
r	5359	5.0%
s	5322	5.0%
m	3485	3.2%
Other values (65)	40349	37.5%

Rating
Categorical

MISSING

Distinct	8
Distinct (%)	0.1%
Missing	5422
Missing (%)	40.5%
Memory size	854.7 KiB

E	3179
T	2378
M	1234
E10+	1149
EC	5
Other values (3)	6

Length

Max length	4
Median length	1
Mean length	1.4351654
Min length	1

Characters and Unicode

Total characters	11411
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	T
2nd row	M
3rd row	M
4th row	T
5th row	T

Common Values

Value	Count	Frequency (%)
E	3179	23.8%
T	2378	17.8%
M	1234	9.2%
E10+	1149	8.6%
EC	5	< 0.1%
RP	3	< 0.1%
K-A	2	< 0.1%
AO	1	< 0.1%
(Missing)	5422	40.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
e	3179	40.0%
t	2378	29.9%
m	1234	15.5%
e10	1149	14.5%
ec	5	0.1%
rp	3	< 0.1%
k-a	2	< 0.1%
ao	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
E	4333	38.0%
T	2378	20.8%
M	1234	10.8%
1	1149	10.1%
0	1149	10.1%
+	1149	10.1%
C	5	< 0.1%
R	3	< 0.1%
P	3	< 0.1%
A	3	< 0.1%
Other values (3)	5	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	11411	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
E	4333	38.0%
T	2378	20.8%
M	1234	10.8%
1	1149	10.1%
0	1149	10.1%
+	1149	10.1%
C	5	< 0.1%
R	3	< 0.1%
P	3	< 0.1%
A	3	< 0.1%
Other values (3)	5	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	11411	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
E	4333	38.0%
T	2378	20.8%
M	1234	10.8%
1	1149	10.1%
0	1149	10.1%
+	1149	10.1%
C	5	< 0.1%
R	3	< 0.1%
P	3	< 0.1%
A	3	< 0.1%
Other values (3)	5	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	11411	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
E	4333	38.0%
T	2378	20.8%
M	1234	10.8%
1	1149	10.1%
0	1149	10.1%
+	1149	10.1%
C	5	< 0.1%
R	3	< 0.1%
P	3	< 0.1%
A	3	< 0.1%
Other values (3)	5	< 0.1%

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	Name	Platform	Year_of_Release	Genre	Publisher	NA_Sales	EU_Sales	JP_Sales	Other_Sales	Global_Sales	Critic_Score	Critic_Count	User_Score	User_Count	Developer	Rating
10676	World Series of Poker 2008: Battle for the Bracelets	PS3	2007.0	Misc	Activision	0.08	0.01	0.00	0.01	0.10	75.0	6.0	NaN	NaN	Left Field Productions	T
16066	Germany's Next Topmodel 2011	DS	2011.0	Simulation	7G//AMES	0.00	0.01	0.00	0.00	0.02	NaN	NaN	NaN	NaN	NaN	NaN
3652	Assassin's Creed: Unity	PC	2014.0	Action	Ubisoft	0.18	0.33	0.00	0.04	0.55	70.0	10.0	3.0	1463.0	Ubisoft, Ubisoft Montreal	M
8863	Tetris Attack	SNES	1995.0	Puzzle	Nintendo	0.00	0.00	0.15	0.00	0.15	NaN	NaN	NaN	NaN	NaN	NaN
14449	Men of War	PC	2009.0	Strategy	505 Games	0.01	0.02	0.00	0.00	0.03	80.0	22.0	8.1	136.0	Best Way	M
6255	Dragon Ball Z: Budokai 2	GC	2004.0	Fighting	Atari	0.21	0.06	0.00	0.01	0.27	66.0	9.0	5.8	12.0	Pyramid	T
278	FIFA 12	X360	2011.0	Sports	Electronic Arts	0.84	2.78	0.02	0.53	4.18	NaN	NaN	NaN	NaN	NaN	NaN
3659	Secret Agent Clank(US sales)	PSP	2008.0	Platform	Sony Computer Entertainment	0.33	0.22	0.00	0.00	0.55	NaN	NaN	NaN	NaN	NaN	NaN
6443	Shin Megami Tensei: Devil Survivor	DS	2009.0	Role-Playing	Atlus	0.13	0.00	0.12	0.01	0.26	84.0	28.0	8.8	79.0	Atlus	T
14003	DT Carnage	PSP	2009.0	Racing	Agetec	0.03	0.00	0.00	0.00	0.04	NaN	NaN	NaN	NaN	Axis Entertainment	E10+

	Name	Platform	Year_of_Release	Genre	Publisher	NA_Sales	EU_Sales	JP_Sales	Other_Sales	Global_Sales	Critic_Score	Critic_Count	User_Score	User_Count	Developer	Rating
4779	Gauntlet: Seven Sorrows	PS2	2005.0	Role-Playing	Midway Games	0.20	0.15	0.00	0.05	0.40	59.0	38.0	5.7	20.0	Midway	T
5373	Thunderstrike: Operation Phoenix	PS2	2001.0	Simulation	Eidos Interactive	0.17	0.13	0.00	0.04	0.34	65.0	15.0	8.1	7.0	Core Design Ltd.	T
11110	Kenka Banchou 2: Full Throttle	PS2	2007.0	Action	Spike	0.00	0.00	0.09	0.00	0.09	NaN	NaN	NaN	NaN	NaN	NaN
12951	Bust-A-Bloc	PS2	2002.0	Puzzle	Midas Interactive Entertainment	0.00	0.00	0.05	0.00	0.05	NaN	NaN	NaN	NaN	NaN	NaN
8222	Ridge Racer	PSV	2011.0	Racing	Namco Bandai Games	0.03	0.07	0.05	0.02	0.17	44.0	39.0	3.7	59.0	Namco Bandai Games, Cellius	E10+
1333	NCAA Football 2003	PS2	2002.0	Sports	Electronic Arts	1.16	0.08	0.00	0.19	1.44	91.0	19.0	8.6	27.0	EA Sports	E
12033	SNK Arcade Classics Vol. 1	Wii	2008.0	Misc	Ignition Entertainment	0.06	0.00	0.00	0.00	0.07	73.0	18.0	8.0	4.0	SNK Playmore	T
16321	Thunder Alley	GBA	2004.0	Racing	XS Games	0.01	0.00	0.00	0.00	0.01	23.0	4.0	NaN	NaN	Pronto Games	E
1838	Guitar Hero Encore: Rocks The 80s	PS2	2007.0	Misc	RedOctane	0.92	0.04	0.00	0.15	1.11	69.0	50.0	6.3	31.0	Harmonix Music Systems	T
4039	Resident Evil: The Mercenaries 3D	3DS	2011.0	Action	Capcom	0.16	0.16	0.13	0.03	0.49	65.0	69.0	6.4	110.0	Capcom	M

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Missing values

Sample